The numbers swam on the screen, blurring and shifting. He blinked, trying to clear his vision. His throat tightened. He had been doing this job for twelve years, consistently exceeding expectations and taking on extra responsibilities. The new hire, hired last month, earned… more. He ran a hand through his hair, the gesture almost frantic. He sat back in his chair, the leather squeaking under his weight. A bitter taste coated his tongue. He felt a deep, pervasive sense of… not quite understanding.

Emotion: surprised

Cluster: Surprise / Confusion
PC1 (Valence): -0.58 Negative
PC2 (Disposition): -0.18

Role in Research

This story is one of 1,000 stories generated for the emotion surprised. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 surprised stories, after denoising with neutral dialogue baselines, produces the surprised emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the surprised vector is projected through the unembedding matrix.

Promoted:
que0.495
de0.447
la0.431
l0.323
😳0.296
Suppressed:
每天-0.269
cheerfully-0.249
ing-0.238
alleviate-0.224
gladly-0.219